Pandas Profiling Report

Dataset statistics

Number of variables	9
Number of observations	4385
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	2
Duplicate rows (%)	< 0.1%
Total size in memory	342.6 KiB
Average record size in memory	80.0 B

Variable types

Numeric	9

Alerts

Dataset has 2 (< 0.1%) duplicate rows	Duplicates
`FREQUENCIA BOMBA 2` is highly overall correlated with `VAZÃO DE RECALQUE - FT03` and 1 other fields	High correlation
`NIVEL DO RESERVATÓRIO - LT01` is highly overall correlated with `VAZÃO DE RECALQUE - FT03` and 1 other fields	High correlation
`VAZÃO DE RECALQUE - FT03` is highly overall correlated with `FREQUENCIA BOMBA 1` and 5 other fields	High correlation
`PRESSÃO DE SUCÇÃO - PT01` is highly overall correlated with `NIVEL DO RESERVATÓRIO - LT01` and 3 other fields	High correlation
`PRESSÃO DE RECALQUE - PT02` is highly overall correlated with `FREQUENCIA BOMBA 1` and 4 other fields	High correlation
`FREQUENCIA BOMBA 1` is highly overall correlated with `VAZÃO DE GRAVIDADE - FT02` and 2 other fields	High correlation
`VAZÃO DE GRAVIDADE - FT02` is highly overall correlated with `FREQUENCIA BOMBA 1` and 3 other fields	High correlation
`FREQUENCIA BOMBA 1` has 392 (8.9%) zeros	Zeros
`FREQUENCIA BOMBA 2` has 1136 (25.9%) zeros	Zeros
`FREQUENCIA BOMBA 3` has 3687 (84.1%) zeros	Zeros
`VAZÃO DE ENTRADA- FT01` has 795 (18.1%) zeros	Zeros
`VAZÃO DE GRAVIDADE - FT02` has 272 (6.2%) zeros	Zeros
`PRESSÃO DE RECALQUE - PT02` has 79 (1.8%) zeros	Zeros

Reproduction

Analysis started	2022-12-15 14:44:36.332236
Analysis finished	2022-12-15 14:44:57.748445
Duration	21.42 seconds
Software version	pandas-profiling vv3.5.0
Download configuration	config.json

FREQUENCIA BOMBA 1
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	1196
Distinct (%)	27.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51.939888

Minimum	0
Maximum	59.988281
Zeros	392
Zeros (%)	8.9%
Negative	0
Negative (%)	0.0%
Memory size	68.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	57.842842
median	57.988792
Q3	57.988792
95-th percentile	58.317091
Maximum	59.988281
Range	59.988281
Interquartile range (IQR)	0.14595032

Descriptive statistics

Standard deviation	17.142205
Coefficient of variation (CV)	0.33003932
Kurtosis	5.1385932
Mean	51.939888
Median Absolute Deviation (MAD)	0
Skewness	-2.6473655
Sum	227756.41
Variance	293.8552
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
57.98879242	2632	60.0%
0	392	8.9%
59.98828125	45	1.0%
58.01076508	13	0.3%
49.99084473	13	0.3%
58.05471039	12	0.3%
44.99212646	11	0.3%
29.99230957	10	0.2%
58.12062836	9	0.2%
34.99102783	9	0.2%
Other values (1186)	1239	28.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	392	8.9%
0.01275072433	1	< 0.1%
0.01913495362	1	< 0.1%
0.02551918104	1	< 0.1%
0.03190341219	1	< 0.1%
0.04066173732	1	< 0.1%
0.0472676903	1	< 0.1%
0.06109762564	1	< 0.1%
0.07513397187	1	< 0.1%
0.08153351396	1	< 0.1%

Value	Count	Frequency (%)
59.98828125	45	1.0%
59.98095703	2	< 0.1%
59.9793396	1	< 0.1%
59.97729492	2	< 0.1%
59.97363281	1	< 0.1%
59.94200516	1	< 0.1%
59.94067383	1	< 0.1%
59.92602539	1	< 0.1%
59.92236328	2	< 0.1%
59.89031601	1	< 0.1%

FREQUENCIA BOMBA 2
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	3190
Distinct (%)	72.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.81337

Minimum	0
Maximum	59.991943
Zeros	1136
Zeros (%)	25.9%
Negative	0
Negative (%)	0.0%
Memory size	68.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	34.908695
Q3	38.02359
95-th percentile	49.226396
Maximum	59.991943
Range	59.991943
Interquartile range (IQR)	38.02359

Descriptive statistics

Standard deviation	17.608565
Coefficient of variation (CV)	0.63309714
Kurtosis	-0.92343398
Mean	27.81337
Median Absolute Deviation (MAD)	4.5594673
Skewness	-0.71795914
Sum	121961.63
Variance	310.06157
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1136	25.9%
29.99597168	12	0.3%
39.99707031	10	0.2%
57.99245453	8	0.2%
59.99194336	7	0.2%
44.99578857	6	0.1%
34.99468994	6	0.1%
24.99725342	3	0.1%
36.11528015	3	0.1%
49.99450684	3	0.1%
Other values (3180)	3191	72.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1136	25.9%
0.0004281122528	1	< 0.1%
0.0005553666269	1	< 0.1%
0.001183174783	1	< 0.1%
0.003486369271	1	< 0.1%
0.003600863041	1	< 0.1%
0.008166855201	1	< 0.1%
0.01569584385	1	< 0.1%
0.02166323923	1	< 0.1%
0.02376453392	1	< 0.1%

Value	Count	Frequency (%)
59.99194336	7	0.2%
59.98828125	3	0.1%
59.98324203	1	< 0.1%
59.98095703	1	< 0.1%
59.97058105	1	< 0.1%
59.96425629	1	< 0.1%
59.96066284	1	< 0.1%
59.95888519	1	< 0.1%
59.95774841	1	< 0.1%
59.95323944	1	< 0.1%

FREQUENCIA BOMBA 3
Real number (ℝ)

Distinct	638
Distinct (%)	14.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.4058755

Minimum	0
Maximum	59.988281
Zeros	3687
Zeros (%)	84.1%
Negative	0
Negative (%)	0.0%
Memory size	68.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	50.017325
Maximum	59.988281
Range	59.988281
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	16.765124
Coefficient of variation (CV)	2.6171479
Kurtosis	3.2320295
Mean	6.4058755
Median Absolute Deviation (MAD)	0
Skewness	2.2674761
Sum	28089.764
Variance	281.06937
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3687	84.1%
57.98879242	36	0.8%
0.1318343282	10	0.2%
59.98828125	7	0.2%
39.9934082	5	0.1%
54.98956299	4	0.1%
29.99230957	3	0.1%
0.1245101988	2	< 0.1%
34.99102783	2	< 0.1%
0.1272614598	1	< 0.1%
Other values (628)	628	14.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3687	84.1%
0.0001107446224	1	< 0.1%
0.001534604002	1	< 0.1%
0.005035049282	1	< 0.1%
0.006258170586	1	< 0.1%
0.007479577791	1	< 0.1%
0.009604785591	1	< 0.1%
0.0099241063	1	< 0.1%
0.01236863434	1	< 0.1%
0.01295140106	1	< 0.1%

Value	Count	Frequency (%)
59.98828125	7	0.2%
59.96926498	1	< 0.1%
59.95925522	1	< 0.1%
59.94100571	1	< 0.1%
59.87623978	1	< 0.1%
59.86713791	1	< 0.1%
59.86031342	1	< 0.1%
59.85322952	1	< 0.1%
59.85174561	1	< 0.1%
59.83979797	1	< 0.1%

NIVEL DO RESERVATÓRIO - LT01
Real number (ℝ)

Distinct	4372
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.2355002

Minimum	0.29407585
Maximum	4.4049139
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	68.5 KiB

Quantile statistics

Minimum	0.29407585
5-th percentile	1.9517602
Q1	2.7917631
median	3.30353
Q3	3.7749107
95-th percentile	4.2591256
Maximum	4.4049139
Range	4.1108381
Interquartile range (IQR)	0.98314762

Descriptive statistics

Standard deviation	0.69706843
Coefficient of variation (CV)	0.21544379
Kurtosis	-0.032666725
Mean	3.2355002
Median Absolute Deviation (MAD)	0.4901371
Skewness	-0.55811943
Sum	14187.668
Variance	0.48590439
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3	4	0.1%
4.300000191	4	0.1%
3.920138836	2	< 0.1%
4.047839642	2	< 0.1%
3.236786366	2	< 0.1%
4.295138836	2	< 0.1%
3.432870388	2	< 0.1%
3.836458206	2	< 0.1%
3.001000643	2	< 0.1%
3.768044233	1	< 0.1%
Other values (4362)	4362	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2940758467	1	< 0.1%
0.3723406196	1	< 0.1%
0.4662296474	1	< 0.1%
0.4815826118	1	< 0.1%
0.8559085727	1	< 0.1%
0.8737350106	1	< 0.1%
0.8987794518	1	< 0.1%
0.9570472836	1	< 0.1%
0.9613910913	1	< 0.1%
0.9710686803	1	< 0.1%

Value	Count	Frequency (%)
4.404913902	1	< 0.1%
4.403257847	1	< 0.1%
4.401571751	1	< 0.1%
4.401538372	1	< 0.1%
4.401222229	1	< 0.1%
4.400625229	1	< 0.1%
4.398981094	1	< 0.1%
4.398623466	1	< 0.1%
4.397883892	1	< 0.1%
4.39741993	1	< 0.1%

VAZÃO DE ENTRADA- FT01
Real number (ℝ)

Distinct	1922
Distinct (%)	43.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	112.66294

Minimum	0
Maximum	383.87036
Zeros	795
Zeros (%)	18.1%
Negative	0
Negative (%)	0.0%
Memory size	68.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.11574074
median	0.11574074
Q3	264.27155
95-th percentile	280.08785
Maximum	383.87036
Range	383.87036
Interquartile range (IQR)	264.1558

Descriptive statistics

Standard deviation	132.60141
Coefficient of variation (CV)	1.1769746
Kurtosis	-1.8552865
Mean	112.66294
Median Absolute Deviation (MAD)	0.11574074
Skewness	0.34275668
Sum	494026.98
Variance	17583.135
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1157407388	1652	37.7%
0	795	18.1%
0.2314814776	4	0.1%
1.273148179	3	0.1%
276.5046387	2	< 0.1%
261.458313	2	< 0.1%
264.6990662	2	< 0.1%
276.2731628	2	< 0.1%
263.541687	2	< 0.1%
0.3472222388	2	< 0.1%
Other values (1912)	1919	43.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	795	18.1%
0.04144435376	1	< 0.1%
0.0578703694	1	< 0.1%
0.1157407388	1652	37.7%
0.1275791973	1	< 0.1%
0.1383209676	1	< 0.1%
0.1736586094	1	< 0.1%
0.176884532	1	< 0.1%
0.1776106358	1	< 0.1%
0.1835666746	1	< 0.1%

Value	Count	Frequency (%)
383.8703613	1	< 0.1%
381.5904236	1	< 0.1%
376.8986206	1	< 0.1%
374.4212952	1	< 0.1%
370.3518372	1	< 0.1%
367.4073792	1	< 0.1%
366.7018738	1	< 0.1%
366.4682617	1	< 0.1%
365.7449341	1	< 0.1%
364.6219177	1	< 0.1%

VAZÃO DE GRAVIDADE - FT02
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	4114
Distinct (%)	93.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	132.94359

Minimum	0
Maximum	326.1713
Zeros	272
Zeros (%)	6.2%
Negative	0
Negative (%)	0.0%
Memory size	68.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	123.97898
median	136.00012
Q3	148.20116
95-th percentile	179.92901
Maximum	326.1713
Range	326.1713
Interquartile range (IQR)	24.222176

Descriptive statistics

Standard deviation	44.78165
Coefficient of variation (CV)	0.336847
Kurtosis	4.9098637
Mean	132.94359
Median Absolute Deviation (MAD)	12.126892
Skewness	-0.67329216
Sum	582957.65
Variance	2005.3962
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	272	6.2%
108.8570862	1	< 0.1%
141.1200867	1	< 0.1%
140.4069519	1	< 0.1%
128.144989	1	< 0.1%
125.5947037	1	< 0.1%
153.2140656	1	< 0.1%
143.0213776	1	< 0.1%
144.0009308	1	< 0.1%
146.4695892	1	< 0.1%
Other values (4104)	4104	93.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	272	6.2%
27.51053429	1	< 0.1%
30.12467003	1	< 0.1%
30.16630745	1	< 0.1%
30.91310501	1	< 0.1%
31.05513191	1	< 0.1%
41.97084808	1	< 0.1%
56.65369415	1	< 0.1%
56.89728165	1	< 0.1%
57.67729187	1	< 0.1%

Value	Count	Frequency (%)
326.1712952	1	< 0.1%
324.9286499	1	< 0.1%
322.9801636	1	< 0.1%
320.3776245	1	< 0.1%
304.5761719	1	< 0.1%
302.353302	1	< 0.1%
302.0870361	1	< 0.1%
301.3987427	1	< 0.1%
300.1445923	1	< 0.1%
299.913208	1	< 0.1%

VAZÃO DE RECALQUE - FT03
Real number (ℝ)

Distinct	4114
Distinct (%)	93.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	112.40697

Minimum	0
Maximum	194.35185
Zeros	24
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	68.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0.028935185
Q1	111.65463
median	118.82233
Q3	125.62949
95-th percentile	136.53865
Maximum	194.35185
Range	194.35185
Interquartile range (IQR)	13.974861

Descriptive statistics

Standard deviation	31.328318
Coefficient of variation (CV)	0.27870442
Kurtosis	7.2635604
Mean	112.40697
Median Absolute Deviation (MAD)	6.9732361
Skewness	-2.6536729
Sum	492904.54
Variance	981.46349
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0289351847	226	5.2%
0	24	0.5%
117.8530121	3	0.1%
119.1956024	2	< 0.1%
132.5810242	2	< 0.1%
113.6284714	2	< 0.1%
114.9884186	2	< 0.1%
110.1273193	2	< 0.1%
132.378479	2	< 0.1%
117.2742996	2	< 0.1%
Other values (4104)	4118	93.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	24	0.5%
0.01446759235	1	< 0.1%
0.0289351847	226	5.2%
0.2875666618	1	< 0.1%
0.3858614862	1	< 0.1%
0.4217657745	1	< 0.1%
0.5559648871	1	< 0.1%
0.6147419214	1	< 0.1%
0.69016397	1	< 0.1%
0.8436223269	1	< 0.1%

Value	Count	Frequency (%)
194.3518524	1	< 0.1%
189.3903809	1	< 0.1%
188.7152863	1	< 0.1%
185.4285889	1	< 0.1%
183.7471924	1	< 0.1%
183.2344971	1	< 0.1%
181.8721008	1	< 0.1%
180.8506927	1	< 0.1%
179.4629211	1	< 0.1%
177.5573273	1	< 0.1%

PRESSÃO DE SUCÇÃO - PT01
Real number (ℝ)

Distinct	4364
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.1077789

Minimum	0.87751222
Maximum	5.6827645
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	68.5 KiB

Quantile statistics

Minimum	0.87751222
5-th percentile	2.7513295
Q1	3.6190748
median	4.147234
Q3	4.6634259
95-th percentile	5.2179035
Maximum	5.6827645
Range	4.8052523
Interquartile range (IQR)	1.0443511

Descriptive statistics

Standard deviation	0.76275458
Coefficient of variation (CV)	0.1856854
Kurtosis	0.24480127
Mean	4.1077789
Median Absolute Deviation (MAD)	0.52290487
Skewness	-0.41059959
Sum	18012.61
Variance	0.58179454
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.541088104	7	0.2%
5.532407284	6	0.1%
5.636573792	4	0.1%
5.55555582	3	0.1%
5.53819418	2	< 0.1%
4.202215195	2	< 0.1%
4.284318924	2	< 0.1%
5.182291985	2	< 0.1%
4.845046043	2	< 0.1%
5.092852592	1	< 0.1%
Other values (4354)	4354	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.8775122166	1	< 0.1%
0.8825973868	1	< 0.1%
0.8876825571	1	< 0.1%
0.8906169534	1	< 0.1%
0.892767787	1	< 0.1%
0.8949127793	1	< 0.1%
0.8992086649	1	< 0.1%
0.9035044909	1	< 0.1%
1.519142866	1	< 0.1%
1.598580122	1	< 0.1%

Value	Count	Frequency (%)
5.68276453	1	< 0.1%
5.668966293	1	< 0.1%
5.668751717	1	< 0.1%
5.666208267	1	< 0.1%
5.665445328	1	< 0.1%
5.663450718	1	< 0.1%
5.661117077	1	< 0.1%
5.660072803	1	< 0.1%
5.656788349	1	< 0.1%
5.652602673	1	< 0.1%

PRESSÃO DE RECALQUE - PT02
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	1992
Distinct (%)	45.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.794268

Minimum	0
Maximum	28.084936
Zeros	79
Zeros (%)	1.8%
Negative	0
Negative (%)	0.0%
Memory size	68.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0.082886364
Q1	21.721619
median	22.048611
Q3	23.017941
95-th percentile	25.954861
Maximum	28.084936
Range	28.084936
Interquartile range (IQR)	1.2963219

Descriptive statistics

Standard deviation	6.1425533
Coefficient of variation (CV)	0.29539647
Kurtosis	6.1429142
Mean	20.794268
Median Absolute Deviation (MAD)	0.96932983
Skewness	-2.6683162
Sum	91182.864
Variance	37.730961
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
22.00520706	216	4.9%
23.00347328	183	4.2%
22.9745369	155	3.5%
23.01794052	145	3.3%
22.01967621	145	3.3%
21.97627258	140	3.2%
22.98900414	103	2.3%
22.04861069	102	2.3%
23.046875	87	2.0%
0	79	1.8%
Other values (1982)	3030	69.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	79	1.8%
0.002456213813	1	< 0.1%
0.01011194568	1	< 0.1%
0.01062385458	1	< 0.1%
0.01230416168	1	< 0.1%
0.01609536819	1	< 0.1%
0.01681616344	1	< 0.1%
0.0184647534	1	< 0.1%
0.01964788325	1	< 0.1%
0.02034074813	1	< 0.1%

Value	Count	Frequency (%)
28.08493614	1	< 0.1%
28.05792236	1	< 0.1%
28.04745102	1	< 0.1%
28.04636955	1	< 0.1%
28.03819466	2	< 0.1%
28.02372551	5	0.1%
28.01240349	1	< 0.1%
28.00926018	5	0.1%
28.00657845	1	< 0.1%
28.00614929	1	< 0.1%

Auto

The auto setting is an interpretable pairwise column metric of the following mapping:

Variable_type-Variable_type : Method, Range
Categorical-Categorical : Cramer's V, [0,1]
Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
Numerical-Numerical : Spearman's ρ, [-1,1]

The number of bins used in the discretization for the Numerical-Categorical column pair can be changed using config.correlations["auto"].n_bins. The number of bins affects the granularity of the association you wish to measure.

This configuration uses the recommended metric for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	FREQUENCIA BOMBA 1	FREQUENCIA BOMBA 2	FREQUENCIA BOMBA 3	NIVEL DO RESERVATÓRIO - LT01	VAZÃO DE ENTRADA- FT01	VAZÃO DE GRAVIDADE - FT02	VAZÃO DE RECALQUE - FT03	PRESSÃO DE SUCÇÃO - PT01	PRESSÃO DE RECALQUE - PT02
Timestamp
2018-01-01 18:00:00	49.403656	0.0	0.0	3.746744	0.000000	108.857086	87.449265	4.809285	16.963104
2018-01-01 19:00:00	52.154751	0.0	0.0	3.797072	280.593262	110.514389	94.777748	4.873311	18.046513
2018-01-01 20:00:00	51.284271	0.0	0.0	3.917960	279.348541	109.422928	91.448112	5.001904	17.925348
2018-01-01 21:00:00	50.209923	0.0	0.0	4.035455	276.239441	116.948288	91.837364	5.116417	17.015503
2018-01-02 18:00:00	56.769325	0.0	0.0	4.082773	279.826141	128.389175	105.957619	5.077098	20.014168
2018-01-02 19:00:00	57.272129	0.0	0.0	4.107990	0.000000	125.107101	105.298088	5.079437	20.960829
2018-01-02 20:00:00	56.636189	0.0	0.0	3.729905	0.000000	127.512062	103.857094	4.704232	20.047829
2018-01-02 21:00:00	57.462830	0.0	0.0	3.352001	0.000000	126.796616	106.352890	4.311033	20.046518
2018-01-03 18:00:00	57.935921	0.0	0.0	4.262936	269.974426	131.094788	110.580109	5.218151	20.043404
2018-01-03 19:00:00	59.161697	0.0	0.0	4.254199	0.000000	129.144516	112.750771	5.176331	21.072531

	FREQUENCIA BOMBA 1	FREQUENCIA BOMBA 2	FREQUENCIA BOMBA 3	NIVEL DO RESERVATÓRIO - LT01	VAZÃO DE ENTRADA- FT01	VAZÃO DE GRAVIDADE - FT02	VAZÃO DE RECALQUE - FT03	PRESSÃO DE SUCÇÃO - PT01	PRESSÃO DE RECALQUE - PT02
Timestamp
2020-12-29 20:00:00	57.707756	45.828499	0.000000	3.810268	0.115741	140.620041	115.866653	4.688996	22.989004
2020-12-29 21:00:00	57.683941	45.026524	0.000000	3.402814	0.115741	132.692459	108.486130	4.342391	22.019676
2020-12-30 18:00:00	57.988792	46.420929	0.000000	3.667684	0.115741	149.632156	118.489578	4.525047	23.017941
2020-12-30 19:00:00	57.988792	47.173454	0.000000	3.235172	0.115741	149.119476	120.389168	4.071888	23.017941
2020-12-30 20:00:00	57.988792	47.555569	0.000000	2.805708	0.115741	140.062714	117.884583	3.659940	23.017941
2020-12-30 21:00:00	57.988792	46.197823	0.000000	2.487020	274.195374	132.376358	108.883102	3.382590	22.066475
2020-12-31 18:00:00	57.988792	45.858448	0.000000	4.122405	0.115741	154.669449	118.098953	4.976349	23.046875
2020-12-31 19:00:00	57.988792	46.797836	0.000000	3.669613	0.115741	149.436783	121.814819	4.499011	23.046875
2020-12-31 20:00:00	57.988792	47.061192	0.000000	3.221217	0.115741	151.018051	117.933388	4.070826	23.046875
2020-12-31 21:00:00	0.000000	45.869583	57.988792	2.803498	0.115741	129.294189	106.692932	3.714235	21.976273

Most frequently occurring

	FREQUENCIA BOMBA 1	FREQUENCIA BOMBA 2	FREQUENCIA BOMBA 3	NIVEL DO RESERVATÓRIO - LT01	VAZÃO DE ENTRADA- FT01	VAZÃO DE GRAVIDADE - FT02	VAZÃO DE RECALQUE - FT03	PRESSÃO DE SUCÇÃO - PT01	PRESSÃO DE RECALQUE - PT02	# duplicates
0	0.0	0.0	0.0	3.920139	0.115741	0.0	0.028935	5.182292	0.0	2
1	0.0	0.0	0.0	4.295139	0.115741	0.0	0.028935	5.532407	0.0	2

Overview

Variables

Interactions

Correlations

Auto

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

Duplicate rows

Most frequently occurring